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The 2026 Data Engineering Roadmap: Building Data Systems for the Agentic AI Era

Data engineering’s getting flipped.AI agentsandLLMsaren’t just tagging along anymore - they’re the main users now. That means engineers need to buildcontext-aware, machine-readable data systemsthat don’t just store info but actually make sense of it. Think:vector databases,knowledge graphs,semantic .. read more  

The 2026 Data Engineering Roadmap: Building Data Systems for the Agentic AI Era
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Streamlining Security Investigations with Agents

Slack broke down how it's threading AI into its product without torching user trust.Slack AIleans hard ontenant-specific data isolationandzero data retention- no leftover crumbs from LLM interactions. Instead of piping user data through someone else’s APIs, Slack runs LLMs onits own infrawhere it ca.. read more  

Streamlining Security Investigations with Agents
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2025: The year in LLMs

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2025: The year in LLMs
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My LLM coding workflow going into 2026

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My LLM coding workflow going into 2026
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The Architects of AI Are TIME's 2025 Person of the Year

The Architects of AI drove the economy, shaped geopolitics, and changed the way we interact with the world... read more  

The Architects of AI Are TIME's 2025 Person of the Year
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Meet the ‘Mad Max’-Loving CEO Challenging Nvidia With a Renegade Chip

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Race Condition in DynamoDB DNS System: Analyzing the AWS US-EAST-1 Outage

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Race Condition in DynamoDB DNS System: Analyzing the AWS US-EAST-1 Outage
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You don’t need NAT gateway to deploy Lambda into VPC

AWS just made a big dent in NAT gateway bills. You can now runLambda in VPCs with IPv6 and an egress-only Internet gateway- no more always-on NAT draining your wallet. Keep the private subnets locked down. Still get outbound Internet access. IPv6 handles the traffic, slicing out the NAT middleman... read more  

You don’t need NAT gateway to deploy Lambda into VPC
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Designing a Scalable Serverless Contact System with AWS and Terraform

TravelEase Inc., a growing travel company, significantly improved customer inquiries handling by replacing a basic mailto: link with a modular, serverless, cloud-native system managed with Terraform. This new system automated message validation, processing, storage, and notifications using Lambda fu.. read more  

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ArgoCD diffs at scale

Monday.com ditched ArgoCD's built-in manifest diffing. Instead, they wired up a custom CI renderer that pre-renders Helm charts using real cluster data. Then it compares the desired states across Git branches. The kicker: diffs go to a UI with custom grouping support. Reviews get easier. New devs ge.. read more  

ArgoCD diffs at scale
On the 1st of July 2017, the Indian government introduced the Goods and Services Tax (GST) to the general public. This tax replaced pre-existing taxes with a destination-based, multi-stage, indirect tax system. The GST applies to all eCommerce and Magento stores within India. The World Bank has stated that the GST is one of the most complex tax systems worldwide due to its intricate nature.

As the GST is bifurcated into multiple tax slabs, it has become more difficult to implement such a complex taxing system in Magento 2. Managing a multi-vendor marketplace entails dealing with numerous vendors who sell various products on your platform. 

This necessitates the computation of GST tax rates based on the product and its category, which can be intricate due to varying tax brackets. An automated system is needed to collect and accurately compute vendor tax rates.

The Magento 2 Multi-vendor Indian GST Extension, also called the Magento Multi-vendor GST Module by MageComp, confidently calculates GST for products sold through your Magento stores by vendors. The module fully complies with the Indian government's GST standards and prominently displays the vendor's GST number and summary in all Magento order documents.

Why choose MageComp’s Magento 2 Multi Vendor Indian GST Extension?

Allows admins to enable/disable the module for global, category, and product-specific configuration.
Orders that are placed with the GST module showcase a detailed bifurcation of tax rates in the order view, credit memos, invoices, new order emails and PDFs.
The GST module displays a detailed SGST and CGST tax bifurcation in the order details.
The module automatically calculates IGST, CGST and SGST based on the products added to the cart.

Benefits of Multi Vendor Indian GST for Admins

Allows admins to mention their GSTIN, CIN and PAN number in all order details.
Admins can import the product-specific GST via a CSV file.
Admins have the option to include or exclude GST tax rates from the product prices.
Admins can easily set their business origins and apply IGST (interstate Magento GST)
The module allows the admin to upload an image and a digital signature to display in invoice PDF.
Admins have the option to generate detailed GST reports based on orders and products.

Benefits for Vendors

Vendors are allowed to add their GST number to all invoices and other documents.
Vendors can set a GST rate from the backend grid while creating a product.
Vendors can also set a minimum order price to apply GST rates.

Benefits for Customers

Customers can enter the buyer’s GST number to signup.
Customers can update their buyer’s GST number any time they want from their account grid.